series = [0.384446	-2.014774	-0.071888	2.296926	0.638947	0.561324	0.131330	1.103390	-0.103646	-0.038132	-0.733636
0.042695	-2.727051	-0.948610	1.407649	-0.141174	0.775767	0.369088	1.082976	-0.064562	0.056161	-0.767455
-1.094963	-6.042735	-2.029777	0.638913	-0.831775	0.806226	0.233650	0.980839	0.164857	0.206804	-2.219675
-0.501977	-4.505147	-0.457359	-0.659478	0.001983	-0.067192	0.811052	0.657401	0.368255	0.331137	0.825062
0.278394	-0.931406	0.342811	-1.466382	0.989511	-0.016632	0.076259	0.518699	0.241510	0.239448	-1.215486
-0.325695	1.267512	-0.035935	-1.811432	0.044828	0.137094	0.239829	0.464479	0.289747	0.214209	-2.027480
-0.443405	0.878778	-0.379903	-2.223424	-0.019169	0.192204	-0.105454	0.260479	0.142751	0.236176	0.420519
0.847507	-0.794110	0.274845	-2.948605	0.762309	0.216921	-0.501572	0.064313	0.157728	0.271619	1.164499
0.040955	3.465065	0.522328	-2.756974	-0.207684	0.073552	0.171332	0.001591	0.080899	0.155057	1.521560
0.390220	0.558582	0.315397	-2.816183	0.520951	0.060151	0.184246	-0.125625	0.056709	0.182048	0.180912
0.465775	1.761862	0.424401	-2.461274	-0.572455	0.000265	0.176095	-0.180196	0.077962	0.130120	1.357178
-0.267314	0.938260	-0.237091	-1.867948	-0.642576	-0.119930	0.183320	-0.179369	-0.018620	0.062882	1.323026
0.093046	0.826203	0.194159	-0.917794	-0.457858	-0.100239	0.399409	-0.189294	-0.027561	-0.015933	0.551285
0.499433	-0.510914	0.205701	-0.702956	-0.148230	-0.338067	0.279094	-0.174406	-0.193564	-0.008073	0.657184
0.058428	3.230330	0.849604	-0.175490	-0.378369	-0.147906	0.410151	-0.191775	-0.151410	-0.028886	-0.139128
0.341465	2.664795	0.620717	-0.037184	0.475751	-0.257074	0.314600	-0.136371	-0.212996	-0.071074	-2.864372
0.154644	3.230499	0.904222	1.433715	-0.934209	-0.148814	0.301705	0.043685	-0.283967	-0.137309	-0.816950
0.182491	-1.665164	-0.043666	2.367495	-1.122041	0.156518	0.568003	0.178928	-0.339981	-0.185679	0.417331
0.002000	3.253777	0.612708	2.678310	-0.210393	-0.152753	0.139879	0.346901	-0.351922	-0.204023	-2.246743
-0.044098	-0.851961	-0.102560	3.192624	-0.055276	-0.112726	0.284769	0.505557	-0.301247	-0.191829	0.969348
0.263620	-2.211910	-0.418498	3.050993	-0.383977	0.005647	0.113264	0.557292	-0.240243	-0.151566	2.341094
0.051563	-0.458404	0.343833	3.844771	-0.188299	-0.142555	0.093486	0.502272	-0.173781	-0.099730	0.835820
-0.066906	1.486283	0.184591	3.651942	0.094776	-0.143627	-0.168778	0.483377	-0.175053	-0.122263	-0.155683
0.337603	0.380696	0.186216	3.271382	0.039497	-0.016398	-0.104443	0.395429	-0.107798	-0.075547	-0.111827
0.267453	3.512156	0.823806	3.861956	-0.153785	0.169355	-0.410876	0.365821	-0.191815	-0.156198	-0.453299
-0.015573	2.572511	0.151689	4.370562	-0.101191	-0.109094	-0.634677	0.381448	-0.185134	-0.179434	-1.763327
0.004769	-0.435734	0.267500	5.282479	-0.717429	0.186058	0.162589	0.374869	-0.200923	-0.192570	-1.209831
-0.074036	1.313658	0.062167	5.901015	-0.285314	-0.022152	0.215354	0.374046	-0.217534	-0.198068	2.327994
-0.007024	3.199929	0.866718	6.260645	0.081853	-0.224710	-1.339920	0.434892	-0.234272	-0.231159	0.689054
0.721213	1.781873	0.730291	6.578220	0.326444	-0.246795	-0.010311	0.437357	-0.239292	-0.222651	0.542829
0.308876	0.986535	0.141958	6.776323	1.007201	-0.174004	-0.372307	0.430782	-0.219413	-0.236252	-1.102994
0.451218	2.545537	0.516092	7.108785	1.468794	-0.506787	-0.624121	0.434070	-0.192583	-0.219041	1.405759
0.648237	0.058589	0.313998	7.300284	0.715376	-0.291440	-0.565062	0.429138	-0.165503	-0.212342	1.721344
0.496332	1.948703	0.732635	7.199352	0.815191	-0.171028	-0.328204	0.437357	-0.122791	-0.203372	0.243250
0.223560	3.125892	1.030742	8.261115	-0.360827	-0.198328	-0.175208	0.271183	0.019522	-0.054794	0.433303
0.384776	1.130393	0.256422	7.903295	0.945318	-0.180993	-0.167147	0.239892	-0.015814	-0.057201	-0.138692
0.498556	0.539326	-0.050294	8.340422	-0.772765	0.061521	-0.516025	0.243186	-0.007113	-0.113334	-4.079815
0.393320	1.541119	0.475047	8.724598	-0.098311	0.005085	-0.201954	0.328799	-0.086732	-0.117675	-1.822499
0.788989	1.787995	0.890834	8.725317	1.106207	0.056413	-0.373345	0.381448	-0.066254	-0.106808	0.057133
-0.832828	-0.981541	-1.632498	7.735452	2.278749	0.422943	0.259847	0.472696	-0.145434	-0.140701	-0.781757
0.757572	2.945035	1.412569	7.493204	-0.477626	-0.131379	0.011675	0.619667	-0.037978	-0.093831	0.515410
0.220344	-1.387234	-0.588605	7.171144	1.045502	0.094051	0.092229	0.680363	0.009448	-0.053956	1.450690
0.232645	-0.689303	-0.100911	6.436025	-0.344848	0.004633	0.078375	0.668883	-0.035871	-0.022930	-0.757398
-0.357601	-3.756958	-0.958149	6.057851	1.120739	0.210586	-0.281613	0.452152	0.015203	0.045252	1.528754
-0.185526	-1.145652	0.179473	4.719030	-0.611372	-0.015229	-0.135761	0.139363	0.065603	0.101362	-0.479343
-0.308548	-1.861401	-0.585620	3.249387	-0.040790	-0.550748	-0.007892	-0.066127	0.015391	0.064156	1.356885
-0.112874	-1.436204	-0.016794	1.764897	0.585395	-0.531271	-0.355765	-0.404579	0.152676	0.152832	1.982983
-0.018582	0.721114	0.326748	0.629283	0.375136	-0.271459	-0.450188	-0.504098	0.058382	0.119048	-0.717003
-0.131712	0.287453	-0.423743	0.590988	-0.282012	0.301888	-0.202328	-0.499949	0.020060	0.051674	-2.761584
-0.279965	0.315903	-0.204288	0.000789	-0.374169	-0.015271	-0.255042	-0.502438	0.169449	0.092359	0.332647
-0.043213	-1.488680	-0.565053	-0.205021	-0.422138	-0.022617	0.171266	-0.576311	0.295582	0.266095	1.855485
-0.464971	-1.299191	-0.794451	-1.482550	0.307797	0.336652	-0.083132	-0.624482	0.142948	0.188159	-1.568412
-0.127718	0.891066	0.363019	-2.069549	1.191443	-0.431025	-0.516726	-0.625313	0.095489	0.139202	-0.562776
0.350998	2.760951	0.811283	-2.240130	0.228167	0.221363	-0.191631	-0.682651	0.037645	0.063630	-0.360712
-0.144467	1.570283	0.198366	-2.112604	-0.107236	-0.004297	0.123927	-0.687638	-0.019644	0.019738	-2.134526
0.545933	0.050857	0.364207	-1.733236	-1.696587	0.281904	0.669501	-0.685976	-0.072053	-0.071740	0.649363
-0.075723	2.118628	0.231199	-1.936781	0.280929	0.181892	0.651796	-0.684313	-0.050379	-0.060037	0.823409
0.066970	0.597337	0.141191	-1.679744	0.513047	0.141939	0.368882	-0.578802	-0.077420	-0.087347	7.882745
0.403751	0.936270	0.156125	-1.370766	-0.381221	0.244089	0.649893	-0.450180	-0.074423	-0.106352	0.787826
0.143025	0.705074	0.731301	-1.459449	-0.176801	0.025308	0.674610	-0.320894	-0.098774	-0.132646	-0.465412
0.102016	-1.109046	-0.103053	-1.109246	-0.348717	0.068401	0.604536	-0.203356	-0.095838	-0.142868	1.052937
-0.000462	0.182357	-0.129044	-1.247566	-0.236432	0.724405	0.574226	-0.075215	-0.057884	-0.109909	-2.172885
-0.028697	0.569031	-0.217450	-0.975830	-0.676833	0.348693	0.818189	0.053587	-0.078186	-0.150301	-0.538431
0.116607	1.374748	1.071635	-0.267877	0.539996	-0.149358	0.655443	0.171511	-0.091810	-0.147591	1.231709
0.038907	-1.091328	-0.150151	-0.358817	-0.748923	0.235856	0.398598	0.282709	-0.135855	-0.168299	-0.808728
-0.095507	-1.515176	-0.619324	-0.161725	-0.826027	0.222317	0.232370	0.366644	-0.153307	-0.176750	1.021676
0.284081	-2.423282	0.591829	-0.190295	2.008266	-0.621918	0.366061	0.366644	-0.114543	-0.154271	1.296025
-0.245168	-1.275605	-0.492442	-0.624618	-0.486724	0.498709	0.162889	0.369111	-0.155689	-0.162340	-0.428272
-0.305437	0.997193	0.090719	-0.537771	-0.948011	0.352371	-0.136539	0.367466	-0.153905	-0.162791	-3.027526
-0.271672	-1.104789	-0.155519	-1.166746	-0.308638	0.046870	-0.180922	0.323862	-0.155055	-0.167497	1.981174
-0.337317	-2.360646	-0.810567	-1.768410	0.091461	0.551086	-0.064984	0.181400	-0.042458	-0.078058	2.104533
-0.124809	-3.181383	-0.999669	-2.036729	-0.195398	0.432121	-0.278197	-0.145465	0.068326	0.014053	-1.422717
-0.455336	-2.419724	-0.788754	-2.708514	-1.602668	0.665344	0.258216	-0.416184	0.254178	0.147749	-2.760852
-1.223506	-4.190158	-1.618107	-4.141804	-0.719985	0.554040	0.280783	-0.452667	0.174187	0.119698	-6.736427
-0.857322	-10.62400	-1.005447	-6.993326	1.619543	-2.231715	0.473628	-0.809909	0.453221	0.316418	6.648808
-0.668660	-8.694706	-0.859261	-9.634953	-0.700129	-1.066317	-1.314132	-0.890672	0.913172	0.778688	6.286545
-0.922624	-4.256328	-1.065144	-12.05745	1.519651	-0.138840	-1.154004	-0.891505	0.699319	0.667275	0.913286
-0.563465	2.642902	-0.759567	-13.53479	-0.419749	0.205753	-1.249398	-0.897336	0.423590	0.321498	-1.566906
-0.325312	2.600670	-0.067813	-13.80534	-0.429375	0.055979	-0.201073	-0.906500	0.289191	0.164040	-0.523213
-0.173024	4.023738	0.229211	-13.82164	-0.934123	-0.040276	-0.453361	-0.903167	0.165971	0.063508	-5.667413
-0.120632	3.450949	0.473431	-13.20914	0.470607	-0.640793	-0.264301	-0.888173	0.106891	-0.000401	2.334301
-0.117521	2.031716	0.420136	-13.09282	0.068459	-0.390671	-0.236590	-0.889839	0.203646	0.105420	-1.024544
-0.064379	-2.232055	-0.158109	-12.99006	-0.335972	-0.127014	0.010701	-0.889839	0.188989	0.092837	-1.880677
-0.058862	1.913564	-0.388759	-12.70672	-0.664219	0.376151	0.166841	-0.897336	0.119536	0.041207	-1.006273
];

labcobs = [-9.97132275
-10.10855208
-10.67347165
-10.78642997
-11.53533193
-11.6567124
-11.46093807
-11.41697593
-10.80837959
-10.79693844
-10.35812889
-9.688828829
-9.206132266
-8.320747251
-7.707893602
-7.24773656
-6.134973725
-5.146227219
-4.705887694
-4.103400476
-3.672999264
-3.469393712
-3.066583059
-3.699250861
-2.404438197
-1.551762696
-0.858098157
-0.485934648
0.817955376
1.293534915
1.910099391
2.790444291
2.8500629
3.870209446
4.108769063
4.539924128
5.059391232
5.642308119
5.914866219
5.234688306
5.491696738
5.310432219
5.504993465
5.874961307
4.911913054
4.905060867
3.831912278
3.489631778
3.88191851
3.593733007
3.73352271
3.19278727
2.415574103
2.22691105
2.432794626
2.834063915
3.147629665
3.295260678
3.74372953
3.749657811
4.300339248
4.663237553
4.538497547
5.227778959
5.491699584
5.423035337
5.590540964
5.67526402
5.820336991
5.711893956
5.611124813
5.76281456
5.585932256
4.575108384
3.662486323
1.928667363
0.063609883
-0.637298059
-1.213675149
-0.46387591
-0.323748192
-0.046183545
0.441212986
0.576964884
1.477267185
];

series_dtfp = [0.05
-0.58
-1.30
0.84
1.44
-1.84
-1.93
8.96
-2.51
-0.59
-1.75
-8.29
-2.99
-4.55
3.05
-4.22
-1.95
-1.66
1.64
-0.61
2.88
-0.26
0.50
6.14
-3.37
-0.99
0.63
-3.49
1.24
3.72
-1.95
0.83
4.16
3.26
-2.88
4.03
-2.21
-0.29
5.23
-0.84
2.98
-0.17
3.42
0.16
2.68
0.08
3.38
4.53
-2.60
0.76
-1.82
-0.27
4.74
3.21
-2.81
-1.16
2.79
1.42
1.49
0.20
-0.78
-0.24
-2.84
2.15
-4.52
-3.99
0.95
-2.81
-2.67
-0.53
0.58
-5.47
0.21
0.29
-0.45
4.03
7.43
-0.35
0.70
-5.04
-3.07
0.92
-3.03
-2.03

];

dc = series(1:end,1);  dinve = series(1:end,2); dy = series(1:end,3); labobs = series(1:end,4); 
 dw = series(1:end,5); pinfobsc = series(1:end,6);  pinfobsi = series(1:end,7); robs = series(1:end,8);
  spreadobsc = series(1:end,9);  spreadobsi = series(1:end,10); dequity =  series(1:end,11);
  dtfp = series_dtfp./4; 

  
USdata = [ dy, dc, dinve, dw, labobs, pinfobsc, pinfobsi, robs, spreadobsc, spreadobsi, dequity, dtfp;];